{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据增强(Data Augmentaion)\n",
    "\n",
    "使用 ImageDataGenerator 来设置数据增强\n",
    "* rotation_range 是角度值(在 0~180 范围内)，表示图像随机旋转的角度范围。\n",
    "* width_shift 和 height_shift 是图像在水平或垂直方向上平移的范围(相对于总宽\n",
    "度或总高度的比例)。\n",
    "* shear_range 是随机错切变换的角度。\n",
    "* zoom_range 是图像随机缩放的范围。\n",
    "* horizontal_flip 是随机将一半图像水平翻转。如果没有水平不对称的假设(比如真\n",
    "实世界的图像)，这种做法是有意义的。\n",
    "* fill_mode 是用于填充新创建像素的方法，这些新像素可能来自于旋转或宽度 / 高度平移。 我们来看一下增强后的图像。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "\n",
    "datagen = ImageDataGenerator(\n",
    "        rotation_range=40,\n",
    "        width_shift_range=0.2,\n",
    "        height_shift_range=0.2,\n",
    "        shear_range=0.2,\n",
    "        zoom_range=0.2,\n",
    "        horizontal_flip=True,\n",
    "        fill_mode='nearest')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from tensorflow.keras.preprocessing import image\n",
    "\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "train_dataset_path = \"data/train/\"\n",
    "\n",
    "train_rio_dir = f\"{train_dataset_path}RIO蓝\"\n",
    "fnames = [f'{train_rio_dir}/{fname}'\n",
    "          for fname in os.listdir(train_rio_dir)]\n",
    "\n",
    "img_path = fnames[-1]\n",
    "img = image.load_img(img_path, target_size=(150, 150))\n",
    "\n",
    "x = image.img_to_array(img)\n",
    "\n",
    "x = x.reshape((1,) + x.shape)\n",
    "\n",
    "# 绘制9张随机增强后的图像\n",
    "fig = plt.figure(figsize=(6,6))\n",
    "for i, batch in enumerate(datagen.flow(x, batch_size=1)):\n",
    "    plt.subplot(3,3, i+1)\n",
    "    plt.tight_layout() # 自动适配子图尺寸\n",
    "    plt.imshow(image.array_to_img(batch[0]))    \n",
    "    plt.xticks([]) # 删除x轴标记\n",
    "    plt.yticks([]) # 删除y轴标记\n",
    "    if i == 8:\n",
    "        break\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['data/train/RIO蓝/1031_23244.jpg',\n",
       " 'data/train/RIO蓝/1103_78026.jpg',\n",
       " 'data/train/RIO蓝/1031_10711.jpg',\n",
       " 'data/train/RIO蓝/1103_22809.jpg',\n",
       " 'data/train/RIO蓝/1103_20493.jpg',\n",
       " 'data/train/RIO蓝/1103_102663.jpg',\n",
       " 'data/train/RIO蓝/1103_78013.jpg',\n",
       " 'data/train/RIO蓝/1103_28933.jpg',\n",
       " 'data/train/RIO蓝/1103_65481.jpg',\n",
       " 'data/train/RIO蓝/1103_6610.jpg',\n",
       " 'data/train/RIO蓝/1031_19183.jpg',\n",
       " 'data/train/RIO蓝/1103_65496.jpg',\n",
       " 'data/train/RIO蓝/1103_78028.jpg',\n",
       " 'data/train/RIO蓝/1103_65472.jpg']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fnames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
